【AX INSIGHT | AI Practical Implementation Support Report April 2026】AX Co., Ltd. Releases "The Next Step in Corporate AI Utilization Seen from On-site Support"
AX Co., Ltd., which provides corporate AI training "AX CAMP," has released its monthly report "AX INSIGHT | AI Practical Implementation Support Report (April 2026)," which compiles insights gained from actual on-site support. This report focuses on "The Next Step in Corporate AI Utilization" and introduces specific case studies of client companies transitioning from the learning phase to full-scale implementation. It also summarizes the latest trends in AI utilization consultations, revealed through real-time problem-solving efforts categorized by genre, based on inquiries from client companies.
📋 Article Processing Timeline
- 📰 Published: April 30, 2026 at 23:00
- 🔍 Collected: April 30, 2026 at 14:31
- 🤖 AI Analyzed: May 1, 2026 at 00:24 (9h 52m after Collected)
AX Co., Ltd. (Headquarters: Fukuoka City, Fukuoka Prefecture; Representative Director and CEO: Bunta Ishiwata; hereinafter AX), which provides corporate AI training "AX CAMP," has released its monthly report "AX INSIGHT | AI Practical Implementation Support Report (April 2026)," which compiles insights gained from actual on-site support.
This report focuses on "The Next Step in Corporate AI Utilization" and introduces specific case studies of client companies transitioning from the learning phase to full-scale implementation.
Additionally, it summarizes the latest topics regarding trends in AI utilization consultations, revealed through real-time problem-solving efforts categorized by genre, based on inquiries from client companies.
About "AX INSIGHT | AI Practical Implementation Support Report"
This report is a monthly project by AX that organizes practical challenges, changes, and learnings based on the daily AI implementation support provided by AX.
As corporate AI implementation progresses from "partial utilization" to "redesigning entire business processes," different themes emerge each month regarding project progress and insights gained on-site.
This report summarizes the changes observed during actual project progress and the insights gained on-site, providing the necessary perspectives for corporate AI utilization.
Main AI Utilization Consultation Themes Received in April 2026
In response to client company requests, AX is engaged in efforts to resolve AI utilization questions in real-time, categorized by genre. The aim is to minimize the time spent stalled on-site by having AI consultants specializing in specific themes provide concrete implementation advice and design hints on the spot, rather than just one-off Q&A sessions.
In April 2026, many consultations on the following topics were received:
・Practical application of Claude Code
Consultations delving into the development process itself, such as initial GitHub integration settings, security measures, code review procedures, and balancing MVP development with comprehensive requirements definition.
・GAS (Google Apps Script)
Consultations on data linkage between spreadsheets and Excel, and how to proceed with requirements definition for business automation.
・Notion AI / Agent construction
Consultations on Google Drive integration design, differentiation between spreadsheets, and building task management agents.
・Video/Image / General development
Operations for task management and project management using AI agents on Notion, automatic linkage from Meet transcription to Notion, and handling garbled characters during PDF output.
・LINE x AI integration
Consultations on developing proprietary systems combining official LINE with AI, and utilizing LINE steps.
・Others
Chatbot token optimization, password management, custom instruction design.
The wide range of themes indicates the high level of interest in AI utilization among client companies and their progression from the learning phase to a stage where they are concretely considering "how to implement it in their own operations."
Specific Ongoing Support Cases (April 2026)
AX provides accompanying support for business process improvement and system construction using AI, tailored to the challenges of client companies. Here, some initiatives are introduced in an abstract form by industry and theme.
⚫︎ BtoB SaaS company: Further advancing the AI agent operation platform
A certain company providing BtoB SaaS is working on migrating its data linkage and agent platform, initially built on GAS (Google Apps Script), to a full-fledged cloud infrastructure.
While GAS is excellent for rapid initial construction, as processing volume increases, operational load can rise due to script execution time limits and monitoring/logging management. In this support, in conjunction with the timing when AI agent operations became central to business, the agent execution platform was refreshed to a cloud-native configuration. The in-house HR survey system is also operating smoothly, serving as a good example of taking "the next step in AI implementation" for AI utilization.
⚫︎ Store operating company: Automating back-office operations in the accounting department with AI
A certain store operating company is working on AI automation of invoice reconciliation tasks (over 100 cases per month) that occur monthly in the accounting department.
Previously, the task of manually matching multiple items on invoices between two core systems continued, leading to a significant increase in workload for accounting staff at the end and beginning of each month. In this support, by automating the reconciliation logic with AI and switching to an operation where only exceptional patterns are checked by humans, routine tasks are streamlined.
This report focuses on "The Next Step in Corporate AI Utilization" and introduces specific case studies of client companies transitioning from the learning phase to full-scale implementation.
Additionally, it summarizes the latest topics regarding trends in AI utilization consultations, revealed through real-time problem-solving efforts categorized by genre, based on inquiries from client companies.
About "AX INSIGHT | AI Practical Implementation Support Report"
This report is a monthly project by AX that organizes practical challenges, changes, and learnings based on the daily AI implementation support provided by AX.
As corporate AI implementation progresses from "partial utilization" to "redesigning entire business processes," different themes emerge each month regarding project progress and insights gained on-site.
This report summarizes the changes observed during actual project progress and the insights gained on-site, providing the necessary perspectives for corporate AI utilization.
Main AI Utilization Consultation Themes Received in April 2026
In response to client company requests, AX is engaged in efforts to resolve AI utilization questions in real-time, categorized by genre. The aim is to minimize the time spent stalled on-site by having AI consultants specializing in specific themes provide concrete implementation advice and design hints on the spot, rather than just one-off Q&A sessions.
In April 2026, many consultations on the following topics were received:
・Practical application of Claude Code
Consultations delving into the development process itself, such as initial GitHub integration settings, security measures, code review procedures, and balancing MVP development with comprehensive requirements definition.
・GAS (Google Apps Script)
Consultations on data linkage between spreadsheets and Excel, and how to proceed with requirements definition for business automation.
・Notion AI / Agent construction
Consultations on Google Drive integration design, differentiation between spreadsheets, and building task management agents.
・Video/Image / General development
Operations for task management and project management using AI agents on Notion, automatic linkage from Meet transcription to Notion, and handling garbled characters during PDF output.
・LINE x AI integration
Consultations on developing proprietary systems combining official LINE with AI, and utilizing LINE steps.
・Others
Chatbot token optimization, password management, custom instruction design.
The wide range of themes indicates the high level of interest in AI utilization among client companies and their progression from the learning phase to a stage where they are concretely considering "how to implement it in their own operations."
Specific Ongoing Support Cases (April 2026)
AX provides accompanying support for business process improvement and system construction using AI, tailored to the challenges of client companies. Here, some initiatives are introduced in an abstract form by industry and theme.
⚫︎ BtoB SaaS company: Further advancing the AI agent operation platform
A certain company providing BtoB SaaS is working on migrating its data linkage and agent platform, initially built on GAS (Google Apps Script), to a full-fledged cloud infrastructure.
While GAS is excellent for rapid initial construction, as processing volume increases, operational load can rise due to script execution time limits and monitoring/logging management. In this support, in conjunction with the timing when AI agent operations became central to business, the agent execution platform was refreshed to a cloud-native configuration. The in-house HR survey system is also operating smoothly, serving as a good example of taking "the next step in AI implementation" for AI utilization.
⚫︎ Store operating company: Automating back-office operations in the accounting department with AI
A certain store operating company is working on AI automation of invoice reconciliation tasks (over 100 cases per month) that occur monthly in the accounting department.
Previously, the task of manually matching multiple items on invoices between two core systems continued, leading to a significant increase in workload for accounting staff at the end and beginning of each month. In this support, by automating the reconciliation logic with AI and switching to an operation where only exceptional patterns are checked by humans, routine tasks are streamlined.